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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "We all know the frauds …" 18 comments
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters why not the good quality Indians. Why the cheap, corrupt kind..??!🤔🤔🤔
Identity Attack0.5948528
Insult0.57566804
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.07805709
Moderate 0.6027529 Moderate Con 0.376 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
We all know the frauds mostly come from Indians. No need to investigate😂
We all know the frauds mostly come from Indians. No need to investigate😂
Identity Attack0.5948528
Insult0.38852
Profanity0.19401662
Threat0.011819307
Severe Toxicity0.06488878
Moderate 0.5140397 Low Con 0.201 Identity Attack Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in US. Indians. Time to become serious.
Identity Attack0.5135796
Insult0.42567953
Profanity0.096482486
Threat0.012130005
Severe Toxicity0.023411209
Moderate 0.46982017 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Would be 😂😂😂.we don't have .it depends.😂😂😂😂 We are constantly collecting but we don't know were they are 😂😂😂😂😂.🎉🎉🎉🎉. Firstly remove those people.they are the real fraud😂😂😂😂
Would be 😂😂😂.we don't have .it depends.😂😂😂😂 We are constantly collecting but we don't know were they are 😂😂😂😂😂.🎉🎉🎉🎉. Firstly remove those people.they are the real fraud😂😂😂😂
Identity Attack0.037909906
Insult0.35161978
Profanity0.15019037
Threat0.13582869
Severe Toxicity0.022322904
Moderate 0.4014846 Moderate Con 0.371
Oct 19, 2025 IRCC Names India in Study …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son is currently still running this scam with indian agents who lie and commit fraud and other wise lie on the application the ileds and also lie to the government about money in there bank 😂😂😂 i have more i have been trying to tell mps from coast to coast but no one will listen i have names and times and i have even know one of the indians that fled canada cause the government wanted him too and still scamming canada 😂 i have all the information if you guys are even slight curious 😂😂 😂
Identity Attack0.22935481
Insult0.3388922
Profanity0.1589207
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.593
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Liberal government policy any questions the media or citizen ask . They comply with we don’t have it we don’t know . This liberal has doing politics in Canada violating procedures, lying, and fooling the …
Liberal government policy any questions the media or citizen ask . They comply with we don’t have it we don’t know . This liberal has doing politics in Canada violating procedures, lying, and fooling the taxpayers with their fraud scam criminal activities .
Identity Attack0.06929302
Insult0.37279442
Profanity0.022423252
Threat0.007832011
Severe Toxicity0.0064849854
Moderate 0.36095104 Low Con 0.222 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Conestoga college is shady and practicing fraud at the very moment and we all know about it!
Conestoga college is shady and practicing fraud at the very moment and we all know about it!
Identity Attack0.05976611
Insult0.36798462
Profanity0.04266402
Threat0.007857903
Severe Toxicity0.007133484
Moderate 0.36095104 Low Con 0.202 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Educate your people of India most of them going here did falcification of documents fraud getting a job that doesn't know either.
Educate your people of India most of them going here did falcification of documents fraud getting a job that doesn't know either.
Identity Attack0.316
Insult0.24928534
Profanity0.062454045
Threat0.00951496
Severe Toxicity0.012283325
Moderate 0.3234372 Low Con 0.248 Unverified_Claim
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years …
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years in canada but owning 3 houses which is 2.5million. That couple use their cousin's name who has status. Why didn't cbsa or ircc didn't know about this kind of mortgage fraud. These couple are truly tax evaders and criminals. They should be ask to pay whatever they steal from not paying the taxes for 22years. The cbsa and ircc should hunt them and deport!!
Identity Attack0.16587129
Insult0.27558193
Profanity0.049928714
Threat0.010757755
Severe Toxicity0.009269714
Moderate 0.30439767 Constructive 0.689
Nov 21, 2025 20 likes Thousands of refugees allowed into …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes IRCC Names India in Study …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
The fact that they know there is rampant fraud and don't have any idea where almost 100k people is beyond disturbing, but hey let's keep letting more in🤦‍♂️🤦‍♂️
The fact that they know there is rampant fraud and don't have any idea where almost 100k people is beyond disturbing, but hey let's keep letting more in🤦‍♂️🤦‍♂️
Identity Attack0.01374736
Insult0.0808917
Profanity0.040910475
Threat0.007754337
Severe Toxicity0.0040626526
Low Tox 0.20126031 Low Con 0.28
Oct 9, 2025 IRCC Names India in Study …
Yes fraud immigration is problem. But do you know whats worse? Getting 5M+ immigrations without enough infrastructures, law enforcement, and economic power to compensate all the immigrants. Our government is wrong too.
Yes fraud immigration is problem. But do you know whats worse? Getting 5M+ immigrations without enough infrastructures, law enforcement, and economic power to compensate all the immigrants. Our government is wrong too.
Identity Attack0.10221587
Insult0.062150877
Profanity0.013780965
Threat0.0065633263
Severe Toxicity0.002670288
Low Tox 0.1641865 Moderate Con 0.492 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Why canadian government don't stop them even though they know its fraud but they still letting them in because government need money big money
Why canadian government don't stop them even though they know its fraud but they still letting them in because government need money big money
Identity Attack0.021083053
Insult0.06494803
Profanity0.015147334
Threat0.007417747
Severe Toxicity0.0020694733
Low Tox 0.11440011 Low Con 0.206 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
I know someone working in that department who was complaining to their supervisor about massive fraud as far back as 2017, and they were told to keep pushing people through because the government wanted numbers.
I know someone working in that department who was complaining to their supervisor about massive fraud as far back as 2017, and they were told to keep pushing people through because the government wanted numbers.
Identity Attack0.0029413297
Insult0.01617693
Profanity0.010979908
Threat0.0064144502
Severe Toxicity0.00071525574
Low Tox 0.029563503 Constructive 0.57 Personal_Narrative
Feb 17, 2026 122 likes LILLEY UNLEASHED: The fall of …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.